Sespis Analysis Raw

Dataset statistics

Number of variables	16
Number of observations	1257
Missing cells	2
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	157.2 KiB
Average record size in memory	128.1 B

Variable types

Numeric	12
Categorical	4

Alerts

`APACHE II` is highly overall correlated with `Group` and 3 other fields	High correlation
`Group` is highly overall correlated with `APACHE II`	High correlation
`LOS-ICU` is highly overall correlated with `APACHE II` and 1 other fields	High correlation
`LymC` is highly overall correlated with `NLCR` and 1 other fields	High correlation
`Mortality` is highly overall correlated with `APACHE II` and 1 other fields	High correlation
`NLCR` is highly overall correlated with `LymC`	High correlation
`NeuC` is highly overall correlated with `WBCC`	High correlation
`SOFA` is highly overall correlated with `APACHE II` and 2 other fields	High correlation
`WBCC` is highly overall correlated with `LymC` and 1 other fields	High correlation
`Mortality` is highly imbalanced (52.3%)	Imbalance
`SOFA` has 464 (36.9%) zeros	Zeros
`EOC` has 459 (36.5%) zeros	Zeros
`MPV` has 19 (1.5%) zeros	Zeros

Reproduction

Analysis started	2024-12-19 09:46:48.730595
Analysis finished	2024-12-19 09:47:30.981820
Duration	42.25 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

Age
Real number (ℝ)

Distinct	81
Distinct (%)	6.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.505967

Minimum	18
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	18
5-th percentile	23
Q1	41
median	58
Q3	71
95-th percentile	86
Maximum	99
Range	81
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	19.235512
Coefficient of variation (CV)	0.3404156
Kurtosis	-0.85544819
Mean	56.505967
Median Absolute Deviation (MAD)	15
Skewness	-0.16781408
Sum	71028
Variance	370.00494
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
59	41	3.3%
58	35	2.8%
63	32	2.5%
69	30	2.4%
64	29	2.3%
51	28	2.2%
60	27	2.1%
80	27	2.1%
62	26	2.1%
65	25	2.0%
Other values (71)	957	76.1%

Value	Count	Frequency (%)
18	7	0.6%
19	13	1.0%
20	10	0.8%
21	8	0.6%
22	16	1.3%
23	15	1.2%
24	13	1.0%
25	11	0.9%
26	14	1.1%
27	13	1.0%

Value	Count	Frequency (%)
99	1	0.1%
98	3	0.2%
97	1	0.1%
96	3	0.2%
95	1	0.1%
94	6	0.5%
92	1	0.1%
91	1	0.1%
90	5	0.4%
89	8	0.6%

Gender
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	1
Missing (%)	0.1%
Memory size	9.9 KiB

E	744
K	512

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1256
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	E
2nd row	E
3rd row	K
4th row	E
5th row	E

Common Values

Value	Count	Frequency (%)
E	744	59.2%
K	512	40.7%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
e	744	59.2%
k	512	40.8%

Most occurring characters

Value	Count	Frequency (%)
E	744	59.2%
K	512	40.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1256	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	744	59.2%
K	512	40.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1256	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	744	59.2%
K	512	40.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1256	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	744	59.2%
K	512	40.8%

Diagnosis
Categorical

Distinct	3
Distinct (%)	0.2%
Missing	1
Missing (%)	0.1%
Memory size	9.9 KiB

EC	616
M	594
AC	46

Length

Max length	2
Median length	2
Mean length	1.5270701
Min length	1

Characters and Unicode

Total characters	1918
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	M
2nd row	M
3rd row	M
4th row	M
5th row	EC

Common Values

Value	Count	Frequency (%)
EC	616	49.0%
M	594	47.3%
AC	46	3.7%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ec	616	49.0%
m	594	47.3%
ac	46	3.7%

Most occurring characters

Value	Count	Frequency (%)
C	662	34.5%
E	616	32.1%
M	594	31.0%
A	46	2.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1918	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
C	662	34.5%
E	616	32.1%
M	594	31.0%
A	46	2.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1918	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
C	662	34.5%
E	616	32.1%
M	594	31.0%
A	46	2.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1918	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
C	662	34.5%
E	616	32.1%
M	594	31.0%
A	46	2.4%

APACHE II
Real number (ℝ)

High correlation

Distinct	45
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.336516

Minimum	0
Maximum	48
Zeros	6
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	7
median	11
Q3	18
95-th percentile	30
Maximum	48
Range	48
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	8.2097626
Coefficient of variation (CV)	0.61558528
Kurtosis	0.70790712
Mean	13.336516
Median Absolute Deviation (MAD)	5
Skewness	0.99969371
Sum	16764
Variance	67.400202
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
5	102	8.1%
10	91	7.2%
9	84	6.7%
7	78	6.2%
8	70	5.6%
16	62	4.9%
11	59	4.7%
14	58	4.6%
12	53	4.2%
18	51	4.1%
Other values (35)	549	43.7%

Value	Count	Frequency (%)
0	6	0.5%
1	6	0.5%
2	8	0.6%
3	44	3.5%
4	50	4.0%
5	102	8.1%
6	47	3.7%
7	78	6.2%
8	70	5.6%
9	84	6.7%

Value	Count	Frequency (%)
48	1	0.1%
47	1	0.1%
46	1	0.1%
44	1	0.1%
42	1	0.1%
39	2	0.2%
38	3	0.2%
37	1	0.1%
36	4	0.3%
35	3	0.2%

SOFA
Real number (ℝ)

High correlation Zeros

Distinct	17
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5823389

Minimum	0
Maximum	16
Zeros	464
Zeros (%)	36.9%
Negative	0
Negative (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	10
Maximum	16
Range	16
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.2538228
Coefficient of variation (CV)	1.2600294
Kurtosis	1.7818887
Mean	2.5823389
Median Absolute Deviation (MAD)	1
Skewness	1.5206715
Sum	3246
Variance	10.587363
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	464	36.9%
2	197	15.7%
1	171	13.6%
3	88	7.0%
4	61	4.9%
5	58	4.6%
6	47	3.7%
7	42	3.3%
8	36	2.9%
10	26	2.1%
Other values (7)	67	5.3%

Value	Count	Frequency (%)
0	464	36.9%
1	171	13.6%
2	197	15.7%
3	88	7.0%
4	61	4.9%
5	58	4.6%
6	47	3.7%
7	42	3.3%
8	36	2.9%
9	21	1.7%

Value	Count	Frequency (%)
16	1	0.1%
15	4	0.3%
14	5	0.4%
13	6	0.5%
12	16	1.3%
11	14	1.1%
10	26	2.1%
9	21	1.7%
8	36	2.9%
7	42	3.3%

CRP
Real number (ℝ)

Distinct	609
Distinct (%)	48.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.1850835

Minimum	0
Maximum	52.05
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1
Q1	0.7
median	3
Q3	8
95-th percentile	24.844
Maximum	52.05
Range	52.05
Interquartile range (IQR)	7.3

Descriptive statistics

Standard deviation	8.241324
Coefficient of variation (CV)	1.3324515
Kurtosis	6.1042033
Mean	6.1850835
Median Absolute Deviation (MAD)	2.6
Skewness	2.2788473
Sum	7774.65
Variance	67.919421
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	42	3.3%
0.4	42	3.3%
0.3	38	3.0%
0.1	34	2.7%
0.5	33	2.6%
0.7	28	2.2%
1.2	27	2.1%
1	25	2.0%
0.6	22	1.8%
0.9	18	1.4%
Other values (599)	948	75.4%

Value	Count	Frequency (%)
0	1	0.1%
0.01	2	0.2%
0.02	4	0.3%
0.03	3	0.2%
0.04	2	0.2%
0.05	4	0.3%
0.06	4	0.3%
0.07	5	0.4%
0.08	4	0.3%
0.09	4	0.3%

Value	Count	Frequency (%)
52.05	1	0.1%
51.5	1	0.1%
50.53	1	0.1%
50.1	1	0.1%
47.46	1	0.1%
46.2	1	0.1%
45.8	1	0.1%
44.2	1	0.1%
43.4	1	0.1%
42.62	1	0.1%

WBCC
Real number (ℝ)

High correlation

Distinct	925
Distinct (%)	73.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.767942

Minimum	0.6
Maximum	51.08
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	0.6
5-th percentile	4.032
Q1	7.74
median	10.79
Q3	14.89
95-th percentile	22.19
Maximum	51.08
Range	50.48
Interquartile range (IQR)	7.15

Descriptive statistics

Standard deviation	5.9623405
Coefficient of variation (CV)	0.50665958
Kurtosis	4.2449817
Mean	11.767942
Median Absolute Deviation (MAD)	3.54
Skewness	1.3837783
Sum	14792.303
Variance	35.549504
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.4	4	0.3%
9.81	4	0.3%
10.63	4	0.3%
13.83	4	0.3%
8.67	4	0.3%
10.64	4	0.3%
8.58	4	0.3%
8.03	4	0.3%
8.85	4	0.3%
10.24	3	0.2%
Other values (915)	1218	96.9%

Value	Count	Frequency (%)
0.6	1	0.1%
0.61	1	0.1%
0.75	1	0.1%
0.78	1	0.1%
0.93	1	0.1%
0.99	1	0.1%
1.02	1	0.1%
1.37	1	0.1%
1.88	2	0.2%
1.98	1	0.1%

Value	Count	Frequency (%)
51.08	1	0.1%
46.32	1	0.1%
45.59	1	0.1%
37.36	1	0.1%
36.95	1	0.1%
36.91	1	0.1%
36.52	1	0.1%
36.21	1	0.1%
35.98	1	0.1%
33.74	1	0.1%

NeuC
Real number (ℝ)

High correlation

Distinct	893
Distinct (%)	71.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9004972

Minimum	0.2
Maximum	50.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	0.2
5-th percentile	3.028
Q1	6.19
median	9.02
Q3	12.73
95-th percentile	19.12
Maximum	50.5
Range	50.3
Interquartile range (IQR)	6.54

Descriptive statistics

Standard deviation	5.3388792
Coefficient of variation (CV)	0.53925364
Kurtosis	5.1924321
Mean	9.9004972
Median Absolute Deviation (MAD)	3.25
Skewness	1.4794939
Sum	12444.925
Variance	28.503631
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.4	5	0.4%
5.73	5	0.4%
7.66	5	0.4%
8.65	5	0.4%
9.07	5	0.4%
5.85	4	0.3%
7.95	4	0.3%
7.83	4	0.3%
7.18	4	0.3%
7.93	4	0.3%
Other values (883)	1212	96.4%

Value	Count	Frequency (%)
0.2	1	0.1%
0.28	1	0.1%
0.35	1	0.1%
0.44	1	0.1%
0.6	1	0.1%
0.72	1	0.1%
0.81	1	0.1%
0.92	1	0.1%
1.07	1	0.1%
1.21	1	0.1%

Value	Count	Frequency (%)
50.5	1	0.1%
40.56	1	0.1%
39.59	1	0.1%
35.41	1	0.1%
34.17	1	0.1%
32.23	1	0.1%
31.21	1	0.1%
29.99	1	0.1%
29.63	1	0.1%
29	1	0.1%

LymC
Real number (ℝ)

High correlation

Distinct	264
Distinct (%)	21.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0345195

Minimum	0.005
Maximum	6.97
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	0.005
5-th percentile	0.25
Q1	0.55
median	0.86
Q3	1.28
95-th percentile	2.358
Maximum	6.97
Range	6.965
Interquartile range (IQR)	0.73

Descriptive statistics

Standard deviation	0.75575338
Coefficient of variation (CV)	0.73053566
Kurtosis	10.101207
Mean	1.0345195
Median Absolute Deviation (MAD)	0.35
Skewness	2.4827214
Sum	1300.391
Variance	0.57116317
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.46	22	1.8%
0.58	20	1.6%
0.61	18	1.4%
0.6	15	1.2%
0.76	15	1.2%
0.62	15	1.2%
0.63	15	1.2%
0.49	14	1.1%
0.95	14	1.1%
0.75	14	1.1%
Other values (254)	1095	87.1%

Value	Count	Frequency (%)
0.005	1	0.1%
0.04	1	0.1%
0.07	1	0.1%
0.1	1	0.1%
0.11	3	0.2%
0.12	2	0.2%
0.13	2	0.2%
0.14	2	0.2%
0.15	3	0.2%
0.16	2	0.2%

Value	Count	Frequency (%)
6.97	1	0.1%
5.8	1	0.1%
5.54	1	0.1%
5.38	1	0.1%
5.29	1	0.1%
5.03	1	0.1%
4.75	1	0.1%
4.62	2	0.2%
4.6	1	0.1%
4.53	1	0.1%

EOC
Real number (ℝ)

Zeros

Distinct	29
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.239459

Minimum	0
Maximum	410
Zeros	459
Zeros (%)	36.5%
Negative	0
Negative (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	10
Q3	40
95-th percentile	100
Maximum	410
Range	410
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	42.282799
Coefficient of variation (CV)	1.5522628
Kurtosis	14.641156
Mean	27.239459
Median Absolute Deviation (MAD)	10
Skewness	3.0886798
Sum	34240
Variance	1787.8351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	459	36.5%
10	273	21.7%
20	125	9.9%
30	75	6.0%
60	59	4.7%
40	58	4.6%
80	39	3.1%
50	37	2.9%
70	32	2.5%
90	29	2.3%
Other values (19)	71	5.6%

Value	Count	Frequency (%)
0	459	36.5%
10	273	21.7%
20	125	9.9%
30	75	6.0%
40	58	4.6%
50	37	2.9%
60	59	4.7%
70	32	2.5%
80	39	3.1%
90	29	2.3%

Value	Count	Frequency (%)
410	1	0.1%
360	1	0.1%
320	1	0.1%
280	1	0.1%
250	1	0.1%
240	1	0.1%
230	2	0.2%
220	2	0.2%
210	2	0.2%
200	2	0.2%

NLCR
Real number (ℝ)

High correlation

Distinct	1211
Distinct (%)	96.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.116075

Minimum	0.48141264
Maximum	420.83333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	0.48141264
5-th percentile	3.2988235
Q1	6.8834356
median	10.478261
Q3	15.517241
95-th percentile	28.731113
Maximum	420.83333
Range	420.35192
Interquartile range (IQR)	8.6338058

Descriptive statistics

Standard deviation	15.289946
Coefficient of variation (CV)	1.165741
Kurtosis	405.86527
Mean	13.116075
Median Absolute Deviation (MAD)	4.0420907
Skewness	16.081701
Sum	16486.907
Variance	233.78245
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	6	0.5%
12	3	0.2%
22.76086957	3	0.2%
11	3	0.2%
16.33333333	2	0.2%
6	2	0.2%
18.34545455	2	0.2%
9.6	2	0.2%
4.581632653	2	0.2%
24.32786885	2	0.2%
Other values (1201)	1230	97.9%

Value	Count	Frequency (%)
0.4814126394	1	0.1%
0.8694736842	1	0.1%
0.9884726225	1	0.1%
1.09375	1	0.1%
1.152380952	1	0.1%
1.217391304	1	0.1%
1.251162791	1	0.1%
1.294117647	1	0.1%
1.409937888	1	0.1%
1.670634921	1	0.1%

Value	Count	Frequency (%)
420.8333333	1	0.1%
111.5	1	0.1%
106.0909091	1	0.1%
86.38095238	1	0.1%
75	1	0.1%
74.9	1	0.1%
68.05	1	0.1%
67	1	0.1%
62.25	1	0.1%
62.2	1	0.1%

PLTC
Real number (ℝ)

Distinct	387
Distinct (%)	30.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	194.36197

Minimum	11
Maximum	854
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	11
5-th percentile	48
Q1	120
median	184
Q3	247
95-th percentile	392
Maximum	854
Range	843
Interquartile range (IQR)	127

Descriptive statistics

Standard deviation	107.59393
Coefficient of variation (CV)	0.55357501
Kurtosis	2.916258
Mean	194.36197
Median Absolute Deviation (MAD)	64
Skewness	1.1856583
Sum	244313
Variance	11576.454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
214	12	1.0%
147	12	1.0%
189	11	0.9%
196	9	0.7%
188	9	0.7%
158	9	0.7%
168	9	0.7%
169	9	0.7%
224	9	0.7%
152	9	0.7%
Other values (377)	1159	92.2%

Value	Count	Frequency (%)
11	1	0.1%
12	1	0.1%
13	1	0.1%
14	2	0.2%
16	1	0.1%
18	2	0.2%
19	1	0.1%
23	2	0.2%
24	1	0.1%
26	2	0.2%

Value	Count	Frequency (%)
854	1	0.1%
750	1	0.1%
665	1	0.1%
664	1	0.1%
655	1	0.1%
613	1	0.1%
607	1	0.1%
590	2	0.2%
579	1	0.1%
578	1	0.1%

MPV
Real number (ℝ)

Zeros

Distinct	63
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.127741

Minimum	0
Maximum	107
Zeros	19
Zeros (%)	1.5%
Negative	0
Negative (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	0
5-th percentile	8.6
Q1	9.4
median	10
Q3	10.8
95-th percentile	11.9
Maximum	107
Range	107
Interquartile range (IQR)	1.4

Descriptive statistics

Standard deviation	3.7224214
Coefficient of variation (CV)	0.36754707
Kurtosis	465.22193
Mean	10.127741
Median Absolute Deviation (MAD)	0.7
Skewness	19.076686
Sum	12730.57
Variance	13.856421
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	86	6.8%
9.6	55	4.4%
10.1	54	4.3%
10.7	49	3.9%
10.2	47	3.7%
10.4	47	3.7%
11	46	3.7%
9.9	46	3.7%
9.4	44	3.5%
10.6	42	3.3%
Other values (53)	741	58.9%

Value	Count	Frequency (%)
0	19	1.5%
7.6	1	0.1%
7.7	1	0.1%
7.9	2	0.2%
8	3	0.2%
8.1	6	0.5%
8.2	6	0.5%
8.3	7	0.6%
8.4	3	0.2%
8.5	13	1.0%

Value	Count	Frequency (%)
107	1	0.1%
80.2	1	0.1%
13.7	1	0.1%
13.5	1	0.1%
13.4	2	0.2%
13.3	1	0.1%
13.1	1	0.1%
13	1	0.1%
12.9	1	0.1%
12.7	5	0.4%

Group
Categorical

High correlation

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

0	816
1	441

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1257
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	816	64.9%
1	441	35.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	816	64.9%
1	441	35.1%

Most occurring characters

Value	Count	Frequency (%)
0	816	64.9%
1	441	35.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1257	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	816	64.9%
1	441	35.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1257	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	816	64.9%
1	441	35.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1257	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	816	64.9%
1	441	35.1%

LOS-ICU
Real number (ℝ)

High correlation

Distinct	50
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4359586

Minimum	1
Maximum	96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	4
95-th percentile	18
Maximum	96
Range	95
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	8.5263312
Coefficient of variation (CV)	1.9220944
Kurtosis	36.265996
Mean	4.4359586
Median Absolute Deviation (MAD)	0
Skewness	5.2049994
Sum	5576
Variance	72.698324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	631	50.2%
2	182	14.5%
3	104	8.3%
4	64	5.1%
5	60	4.8%
7	27	2.1%
6	21	1.7%
9	17	1.4%
10	15	1.2%
8	14	1.1%
Other values (40)	122	9.7%

Value	Count	Frequency (%)
1	631	50.2%
2	182	14.5%
3	104	8.3%
4	64	5.1%
5	60	4.8%
6	21	1.7%
7	27	2.1%
8	14	1.1%
9	17	1.4%
10	15	1.2%

Value	Count	Frequency (%)
96	1	0.1%
92	1	0.1%
84	1	0.1%
61	1	0.1%
59	1	0.1%
58	1	0.1%
55	2	0.2%
54	1	0.1%
52	1	0.1%
51	1	0.1%

Mortality
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

0	1128
1	129

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1257
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1128	89.7%
1	129	10.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1128	89.7%
1	129	10.3%

Most occurring characters

Value	Count	Frequency (%)
0	1128	89.7%
1	129	10.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1257	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1128	89.7%
1	129	10.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1257	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1128	89.7%
1	129	10.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1257	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1128	89.7%
1	129	10.3%

	APACHE II	Age	CRP	Diagnosis	EOC	Gender	Group	LOS-ICU	LymC	MPV	Mortality	NLCR	NeuC	PLTC	SOFA	WBCC
APACHE II	1.000	0.480	0.372	0.427	0.167	0.085	0.510	0.537	-0.177	0.056	0.593	0.070	-0.112	-0.128	0.666	-0.108
Age	0.480	1.000	0.358	0.209	0.130	0.134	0.210	0.274	-0.124	0.049	0.105	0.025	-0.091	0.017	0.286	-0.095
CRP	0.372	0.358	1.000	0.182	0.128	0.045	0.294	0.331	-0.062	-0.010	0.156	0.054	0.017	0.095	0.357	0.027
Diagnosis	0.427	0.209	0.182	1.000	0.140	0.000	0.487	0.213	0.043	0.029	0.325	0.043	0.117	0.070	0.361	0.114
EOC	0.167	0.130	0.128	0.140	1.000	0.042	0.000	0.146	0.193	-0.034	0.106	-0.294	-0.142	0.112	0.162	-0.086
Gender	0.085	0.134	0.045	0.000	0.042	1.000	0.000	0.000	0.097	0.000	0.014	0.000	0.000	0.099	0.084	0.000
Group	0.510	0.210	0.294	0.487	0.000	0.000	1.000	0.366	0.145	0.000	0.319	0.121	0.154	0.160	0.429	0.156
LOS-ICU	0.537	0.274	0.331	0.213	0.146	0.000	0.366	1.000	-0.108	-0.040	0.244	0.026	-0.074	-0.006	0.544	-0.071
LymC	-0.177	-0.124	-0.062	0.043	0.193	0.097	0.145	-0.108	1.000	-0.078	0.058	-0.635	0.400	0.420	-0.136	0.510
MPV	0.056	0.049	-0.010	0.029	-0.034	0.000	0.000	-0.040	-0.078	1.000	0.000	0.050	-0.031	-0.324	0.059	-0.041
Mortality	0.593	0.105	0.156	0.325	0.106	0.014	0.319	0.244	0.058	0.000	1.000	0.079	0.145	0.088	0.623	0.085
NLCR	0.070	0.025	0.054	0.043	-0.294	0.000	0.121	0.026	-0.635	0.050	0.079	1.000	0.378	-0.100	0.007	0.257
NeuC	-0.112	-0.091	0.017	0.117	-0.142	0.000	0.154	-0.074	0.400	-0.031	0.145	0.378	1.000	0.374	-0.133	0.980
PLTC	-0.128	0.017	0.095	0.070	0.112	0.099	0.160	-0.006	0.420	-0.324	0.088	-0.100	0.374	1.000	-0.208	0.414
SOFA	0.666	0.286	0.357	0.361	0.162	0.084	0.429	0.544	-0.136	0.059	0.623	0.007	-0.133	-0.208	1.000	-0.125
WBCC	-0.108	-0.095	0.027	0.114	-0.086	0.000	0.156	-0.071	0.510	-0.041	0.085	0.257	0.980	0.414	-0.125	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	Age	Gender	Diagnosis	APACHE II	SOFA	CRP	WBCC	NeuC	LymC	EOC	NLCR	PLTC	MPV	Group	LOS-ICU	Mortality
0	46	E	M	16	0	0.18	12.22	10.53	0.980	50	10.744898	164	9.7	0	7	0
1	46	E	M	7	0	0.15	14.92	11.91	2.120	10	5.617925	241	9.4	0	1	0
2	33	K	M	32	10	39.19	0.60	0.20	0.005	0	40.000000	14	8.9	1	54	1
3	76	E	M	25	4	17.81	14.82	13.49	2.800	20	4.817857	282	9.0	0	3	0
4	65	E	EC	14	0	27.55	8.18	7.15	0.410	40	17.439024	152	11.6	0	2	0
5	80	E	M	15	1	2.12	15.40	12.59	1.280	20	9.835938	280	11.0	1	1	0
6	23	E	AC	14	0	0.02	10.48	8.66	1.220	40	7.098361	176	10.0	0	1	0
7	53	E	AC	10	3	9.00	19.16	16.28	0.620	0	26.258065	280	10.8	0	1	0
8	81	E	M	11	0	2.01	15.31	13.58	1.200	0	11.316667	177	10.9	0	1	0
9	59	K	M	21	0	4.65	8.95	7.97	0.620	0	12.854839	299	9.3	0	15	0

	Age	Gender	Diagnosis	APACHE II	SOFA	CRP	WBCC	NeuC	LymC	EOC	NLCR	PLTC	MPV	Group	LOS-ICU	Mortality
1247	67	E	M	32	7	9.1	7.29	5.58	0.37	80	15.081081	118	9.0	1	17	1
1248	52	E	EC	7	0	0.1	16.71	13.92	1.63	10	8.539877	160	10.6	0	1	0
1249	59	E	EC	10	2	2.8	5.75	4.82	0.46	100	10.478261	120	9.7	0	1	0
1250	66	E	M	34	11	5.2	15.51	12.27	1.44	0	8.520833	190	10.6	1	1	1
1251	27	E	EC	5	0	0.1	19.63	15.84	2.05	10	7.726829	194	8.8	0	1	0
1252	41	E	EC	7	2	0.6	3.35	2.88	0.30	10	9.600000	46	11.4	0	1	0
1253	63	E	M	14	6	5.8	9.80	8.32	0.76	10	10.947368	132	11.3	1	3	0
1254	60	E	M	24	8	1.2	5.06	4.38	0.49	10	8.938776	256	8.0	0	3	1
1255	79	E	EC	15	4	3.3	21.23	19.54	0.42	10	46.523810	145	10.6	0	1	0
1256	31	K	M	16	5	2.0	8.40	6.69	0.76	20	8.802632	164	9.0	1	4	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample